diff --git a/docker/resource_docker_container.go b/docker/resource_docker_container.go
index f69ac100..6f683512 100644
--- a/docker/resource_docker_container.go
+++ b/docker/resource_docker_container.go
@@ -448,11 +448,13 @@ func resourceDockerContainer() *schema.Resource {
 			},
 
 			"network_alias": &schema.Schema{
-				Type:     schema.TypeSet,
-				Optional: true,
-				ForceNew: true,
-				Elem:     &schema.Schema{Type: schema.TypeString},
-				Set:      schema.HashString,
+				Type:        schema.TypeSet,
+				Optional:    true,
+				ForceNew:    true,
+				Elem:        &schema.Schema{Type: schema.TypeString},
+				Set:         schema.HashString,
+				Description: "Set an alias for the container in all specified networks",
+				Deprecated:  "Use networks_advanced instead. Will be removed in v2.0.0",
 			},
 
 			"network_mode": &schema.Schema{
@@ -462,11 +464,44 @@ func resourceDockerContainer() *schema.Resource {
 			},
 
 			"networks": &schema.Schema{
+				Type:       schema.TypeSet,
+				Optional:   true,
+				ForceNew:   true,
+				Elem:       &schema.Schema{Type: schema.TypeString},
+				Set:        schema.HashString,
+				Deprecated: "Use networks_advanced instead. Will be removed in v2.0.0",
+			},
+
+			"networks_advanced": &schema.Schema{
 				Type:     schema.TypeSet,
 				Optional: true,
 				ForceNew: true,
-				Elem:     &schema.Schema{Type: schema.TypeString},
-				Set:      schema.HashString,
+				Elem: &schema.Resource{
+					Schema: map[string]*schema.Schema{
+						"name": &schema.Schema{
+							Type:     schema.TypeString,
+							Required: true,
+							ForceNew: true,
+						},
+						"aliases": &schema.Schema{
+							Type:     schema.TypeSet,
+							Optional: true,
+							ForceNew: true,
+							Elem:     &schema.Schema{Type: schema.TypeString},
+							Set:      schema.HashString,
+						},
+						"ipv4_address": &schema.Schema{
+							Type:     schema.TypeString,
+							Optional: true,
+							ForceNew: true,
+						},
+						"ipv6_address": &schema.Schema{
+							Type:     schema.TypeString,
+							Optional: true,
+							ForceNew: true,
+						},
+					},
+				},
 			},
 
 			"pid_mode": &schema.Schema{
diff --git a/docker/resource_docker_container_funcs.go b/docker/resource_docker_container_funcs.go
index fbdb934f..da6719a4 100644
--- a/docker/resource_docker_container_funcs.go
+++ b/docker/resource_docker_container_funcs.go
@@ -238,12 +238,28 @@ func resourceDockerContainerCreate(d *schema.ResourceData, meta interface{}) err
 
 	d.SetId(retContainer.ID)
 
+	// Still support the deprecated properties
 	if v, ok := d.GetOk("networks"); ok {
+		if err := client.NetworkDisconnect(context.Background(), "bridge", retContainer.ID, false); err != nil {
+			if !strings.Contains(err.Error(), "is not connected to the network bridge") {
+				return fmt.Errorf("Unable to disconnect the default network: %s", err)
+			}
+		}
 		endpointConfig := &network.EndpointSettings{}
 		if v, ok := d.GetOk("network_alias"); ok {
 			endpointConfig.Aliases = stringSetToStringSlice(v.(*schema.Set))
 		}
 
+		for _, rawNetwork := range v.(*schema.Set).List() {
+			networkID := rawNetwork.(string)
+			if err := client.NetworkConnect(context.Background(), networkID, retContainer.ID, endpointConfig); err != nil {
+				return fmt.Errorf("Unable to connect to network '%s': %s", networkID, err)
+			}
+		}
+	}
+
+	// But overwrite them with the future ones, if set
+	if v, ok := d.GetOk("networks_advanced"); ok {
 		if err := client.NetworkDisconnect(context.Background(), "bridge", retContainer.ID, false); err != nil {
 			if !strings.Contains(err.Error(), "is not connected to the network bridge") {
 				return fmt.Errorf("Unable to disconnect the default network: %s", err)
@@ -251,7 +267,21 @@ func resourceDockerContainerCreate(d *schema.ResourceData, meta interface{}) err
 		}
 
 		for _, rawNetwork := range v.(*schema.Set).List() {
-			networkID := rawNetwork.(string)
+			networkID := rawNetwork.(map[string]interface{})["name"].(string)
+
+			endpointConfig := &network.EndpointSettings{}
+			endpointIPAMConfig := &network.EndpointIPAMConfig{}
+			if v, ok := rawNetwork.(map[string]interface{})["aliases"]; ok {
+				endpointConfig.Aliases = stringSetToStringSlice(v.(*schema.Set))
+			}
+			if v, ok := rawNetwork.(map[string]interface{})["ipv4_address"]; ok {
+				endpointIPAMConfig.IPv4Address = v.(string)
+			}
+			if v, ok := rawNetwork.(map[string]interface{})["ipv6_address"]; ok {
+				endpointIPAMConfig.IPv6Address = v.(string)
+			}
+			endpointConfig.IPAMConfig = endpointIPAMConfig
+
 			if err := client.NetworkConnect(context.Background(), networkID, retContainer.ID, endpointConfig); err != nil {
 				return fmt.Errorf("Unable to connect to network '%s': %s", networkID, err)
 			}
diff --git a/docker/resource_docker_container_test.go b/docker/resource_docker_container_test.go
index c6021f39..0d1b5e10 100644
--- a/docker/resource_docker_container_test.go
+++ b/docker/resource_docker_container_test.go
@@ -458,6 +458,7 @@ func TestAccDockerContainer_device(t *testing.T) {
 		},
 	})
 }
+
 func TestAccDockerContainer_port_internal(t *testing.T) {
 	var c types.ContainerJSON
 
@@ -504,6 +505,7 @@ func TestAccDockerContainer_port_internal(t *testing.T) {
 		},
 	})
 }
+
 func TestAccDockerContainer_port_multiple_internal(t *testing.T) {
 	var c types.ContainerJSON
 
@@ -619,6 +621,7 @@ func TestAccDockerContainer_port(t *testing.T) {
 		},
 	})
 }
+
 func TestAccDockerContainer_multiple_ports(t *testing.T) {
 	var c types.ContainerJSON
 
@@ -821,6 +824,123 @@ func TestAccDockerContainer_nostart(t *testing.T) {
 	})
 }
 
+func TestAccDockerContainer_ipv4address(t *testing.T) {
+	var c types.ContainerJSON
+
+	testCheck := func(*terraform.State) error {
+		networks := c.NetworkSettings.Networks
+
+		if len(networks) != 1 {
+			return fmt.Errorf("Container doesn't have a correct network")
+		}
+		if _, ok := networks["tf-test"]; !ok {
+			return fmt.Errorf("Container doesn't have a correct network")
+		}
+		if c.NetworkSettings.Networks["tf-test"].IPAMConfig == nil {
+			return fmt.Errorf("Container doesn't have a correct IPAM config")
+		}
+		if c.NetworkSettings.Networks["tf-test"].IPAMConfig.IPv4Address != "10.0.1.123" {
+			return fmt.Errorf("Container doesn't have a correct IPv4 address")
+		}
+
+		return nil
+	}
+
+	resource.Test(t, resource.TestCase{
+		PreCheck:  func() { testAccPreCheck(t) },
+		Providers: testAccProviders,
+		Steps: []resource.TestStep{
+			resource.TestStep{
+				Config: testAccDockerContainerNetworksIPv4AddressConfig,
+				Check: resource.ComposeTestCheckFunc(
+					testAccContainerRunning("docker_container.foo", &c),
+					testCheck,
+					resource.TestCheckResourceAttr("docker_container.foo", "name", "tf-test"),
+				),
+			},
+		},
+	})
+}
+
+func TestAccDockerContainer_ipv6address(t *testing.T) {
+	var c types.ContainerJSON
+
+	testCheck := func(*terraform.State) error {
+		networks := c.NetworkSettings.Networks
+
+		if len(networks) != 1 {
+			return fmt.Errorf("Container doesn't have a correct network")
+		}
+		if _, ok := networks["tf-test"]; !ok {
+			return fmt.Errorf("Container doesn't have a correct network")
+		}
+		if c.NetworkSettings.Networks["tf-test"].IPAMConfig == nil {
+			return fmt.Errorf("Container doesn't have a correct IPAM config")
+		}
+		if c.NetworkSettings.Networks["tf-test"].IPAMConfig.IPv6Address != "fd00:0:0:0::123" {
+			return fmt.Errorf("Container doesn't have a correct IPv6 address")
+		}
+
+		return nil
+	}
+
+	resource.Test(t, resource.TestCase{
+		PreCheck:  func() { testAccPreCheck(t) },
+		Providers: testAccProviders,
+		Steps: []resource.TestStep{
+			resource.TestStep{
+				Config: testAccDockerContainerNetworksIPv6AddressConfig,
+				Check: resource.ComposeTestCheckFunc(
+					testAccContainerRunning("docker_container.foo", &c),
+					testCheck,
+					resource.TestCheckResourceAttr("docker_container.foo", "name", "tf-test"),
+				),
+			},
+		},
+	})
+}
+
+func TestAccDockerContainer_dualstackaddress(t *testing.T) {
+	var c types.ContainerJSON
+
+	testCheck := func(*terraform.State) error {
+		networks := c.NetworkSettings.Networks
+
+		if len(networks) != 1 {
+			return fmt.Errorf("Container doesn't have a correct network")
+		}
+		if _, ok := networks["tf-test"]; !ok {
+			return fmt.Errorf("Container doesn't have a correct network")
+		}
+		if c.NetworkSettings.Networks["tf-test"].IPAMConfig == nil {
+			return fmt.Errorf("Container doesn't have a correct IPAM config")
+		}
+		if c.NetworkSettings.Networks["tf-test"].IPAMConfig.IPv4Address != "10.0.1.123" {
+			return fmt.Errorf("Container doesn't have a correct IPv4 address")
+		}
+		if c.NetworkSettings.Networks["tf-test"].IPAMConfig.IPv6Address != "fd00:0:0:0::123" {
+			return fmt.Errorf("Container doesn't have a correct IPv6 address")
+		}
+
+		return nil
+	}
+
+	resource.Test(t, resource.TestCase{
+		PreCheck:  func() { testAccPreCheck(t) },
+		Providers: testAccProviders,
+		Steps: []resource.TestStep{
+			resource.TestStep{
+				Config: testAccDockerContainerNetworksDualStackAddressConfig,
+				Check: resource.ComposeTestCheckFunc(
+					testAccContainerRunning("docker_container.foo", &c),
+					testCheck,
+					resource.TestCheckResourceAttr("docker_container.foo", "name", "tf-test"),
+				),
+			},
+		},
+	})
+}
+
 func testAccContainerRunning(n string, container *types.ContainerJSON) resource.TestCheckFunc {
 	return func(s *terraform.State) error {
 		rs, ok := s.RootModule().Resources[n]
@@ -1073,8 +1193,12 @@ resource "docker_container" "foo" {
 	}
 	network_mode = "bridge"
 
-	networks = ["${docker_network.test_network.name}"]
-	network_alias = ["tftest"]
+	networks_advanced =  [
+		{
+			name = "${docker_network.test_network.name}"
+			aliases = ["tftest"]
+		}
+	]
 
 	host {
 		host = "testhost"
@@ -1134,8 +1258,8 @@ resource "docker_container" "foo" {
 	image = "${docker_image.foo.latest}"
 
 	devices {
-    host_path = "/dev/zero"
-    container_path = "/dev/zero_test"
+    	host_path = "/dev/zero"
+    	container_path = "/dev/zero_test"
 	}
 }
 `
@@ -1320,3 +1444,77 @@ resource "docker_container" "foo" {
   must_run = false
 }
 `
+const testAccDockerContainerNetworksIPv4AddressConfig = `
+resource "docker_network" "test" {
+	name = "tf-test"
+	ipam_config {
+		subnet = "10.0.1.0/24"
+	}
+}
+resource "docker_image" "foo" {
+	name = "nginx:latest"
+	keep_locally = true
+}
+resource "docker_container" "foo" {
+	name = "tf-test"
+	image = "${docker_image.foo.latest}"
+	networks_advanced =  [
+		{
+			name = "${docker_network.test.name}",
+			ipv4_address = "10.0.1.123"
+		}
+	]
+}
+`
+const testAccDockerContainerNetworksIPv6AddressConfig = `
+resource "docker_network" "test" {
+	name = "tf-test"
+	ipv6 = true
+	ipam_config {
+		subnet = "fd00::1/64"
+	}
+}
+resource "docker_image" "foo" {
+	name = "nginx:latest"
+	keep_locally = true
+}
+resource "docker_container" "foo" {
+	name = "tf-test"
+	image = "${docker_image.foo.latest}"
+	networks_advanced =  [
+		{
+			name = "${docker_network.test.name}",
+			ipv6_address = "fd00:0:0:0::123"
+		}
+	]
+}
+`
+const testAccDockerContainerNetworksDualStackAddressConfig = `
+resource "docker_network" "test" {
+	name = "tf-test"
+	ipv6 = true
+	ipam_config = [
+		{
+			subnet = "10.0.1.0/24"
+		},
+		{
+			subnet = "fd00::1/64"
+		}
+	]
+}
+resource "docker_image" "foo" {
+	name = "nginx:latest"
+	keep_locally = true
+}
+resource "docker_container" "foo" {
+	name = "tf-test"
+	image = "${docker_image.foo.latest}"
+	networks_advanced =  [
+		{
+			name = "${docker_network.test.name}",
+			ipv4_address = "10.0.1.123"
+			ipv6_address = "fd00:0:0:0::123"
+		}
+	]
+}
+`
diff --git a/docker/resource_docker_network_test.go b/docker/resource_docker_network_test.go
index 3534343e..d670bc9e 100644
--- a/docker/resource_docker_network_test.go
+++ b/docker/resource_docker_network_test.go
@@ -75,7 +75,7 @@ func TestAccDockerNetwork_internal(t *testing.T) {
 			resource.TestStep{
 				Config: testAccDockerNetworkInternalConfig,
 				Check: resource.ComposeTestCheckFunc(
-					testAccNetwork("docker_network.foobar", &n),
+					testAccNetwork("docker_network.foo", &n),
 					testAccNetworkInternal(&n, true),
 				),
 			},
@@ -93,8 +93,8 @@ func testAccNetworkInternal(network *types.NetworkResource, internal bool) resou
 }
 
 const testAccDockerNetworkInternalConfig = `
-resource "docker_network" "foobar" {
-  name = "foobar"
+resource "docker_network" "foo" {
+  name = "bar"
   internal = true
 }
 `
@@ -109,7 +109,7 @@ func TestAccDockerNetwork_attachable(t *testing.T) {
 			resource.TestStep{
 				Config: testAccDockerNetworkAttachableConfig,
 				Check: resource.ComposeTestCheckFunc(
-					testAccNetwork("docker_network.foobar", &n),
+					testAccNetwork("docker_network.foo", &n),
 					testAccNetworkAttachable(&n, true),
 				),
 			},
@@ -127,12 +127,128 @@ func testAccNetworkAttachable(network *types.NetworkResource, attachable bool) r
 }
 
 const testAccDockerNetworkAttachableConfig = `
-resource "docker_network" "foobar" {
-  name = "foobar"
+resource "docker_network" "foo" {
+  name = "bar"
   attachable = true
 }
 `
 
+//func TestAccDockerNetwork_ingress(t *testing.T) {
+//	var n types.NetworkResource
+//
+//	resource.Test(t, resource.TestCase{
+//		PreCheck:  func() { testAccPreCheck(t) },
+//		Providers: testAccProviders,
+//		Steps: []resource.TestStep{
+//			resource.TestStep{
+//				Config: testAccDockerNetworkIngressConfig,
+//				Check: resource.ComposeTestCheckFunc(
+//					testAccNetwork("docker_network.foo", &n),
+//					testAccNetworkIngress(&n, true),
+//				),
+//			},
+//		},
+//	})
+//}
+//
+//func testAccNetworkIngress(network *types.NetworkResource, internal bool) resource.TestCheckFunc {
+//	return func(s *terraform.State) error {
+//		if network.Internal != internal {
+//			return fmt.Errorf("Bad value for attribute 'ingress': %t", network.Ingress)
+//		}
+//		return nil
+//	}
+//}
+//
+//const testAccDockerNetworkIngressConfig = `
+//resource "docker_network" "foo" {
+//  name = "bar"
+//  ingress = true
+//}
+//`
+
+func TestAccDockerNetwork_ipv4(t *testing.T) {
+	var n types.NetworkResource
+
+	resource.Test(t, resource.TestCase{
+		PreCheck:  func() { testAccPreCheck(t) },
+		Providers: testAccProviders,
+		Steps: []resource.TestStep{
+			resource.TestStep{
+				Config: testAccDockerNetworkIPv4Config,
+				Check: resource.ComposeTestCheckFunc(
+					testAccNetwork("docker_network.foo", &n),
+					testAccNetworkIPv4(&n, true),
+				),
+			},
+		},
+	})
+}
+
+func testAccNetworkIPv4(network *types.NetworkResource, internal bool) resource.TestCheckFunc {
+	return func(s *terraform.State) error {
+		if len(network.IPAM.Config) != 1 {
+			return fmt.Errorf("Bad value for IPAM configuration count: %d", len(network.IPAM.Config))
+		}
+		if network.IPAM.Config[0].Subnet != "10.0.1.0/24" {
+			return fmt.Errorf("Bad value for attribute 'subnet': %v", network.IPAM.Config[0].Subnet)
+		}
+		return nil
+	}
+}
+
+const testAccDockerNetworkIPv4Config = `
+resource "docker_network" "foo" {
+  name = "bar"
+  ipam_config {
+    subnet = "10.0.1.0/24"
+  }
+}
+`
+
+func TestAccDockerNetwork_ipv6(t *testing.T) {
+	var n types.NetworkResource
+
+	resource.Test(t, resource.TestCase{
+		PreCheck:  func() { testAccPreCheck(t) },
+		Providers: testAccProviders,
+		Steps: []resource.TestStep{
+			resource.TestStep{
+				Config: testAccDockerNetworkIPv6Config,
+				Check: resource.ComposeTestCheckFunc(
+					testAccNetwork("docker_network.foo", &n),
+					testAccNetworkIPv6(&n, true),
+				),
+			},
+		},
+	})
+}
+
+func testAccNetworkIPv6(network *types.NetworkResource, internal bool) resource.TestCheckFunc {
+	return func(s *terraform.State) error {
+		if !network.EnableIPv6 {
+			return fmt.Errorf("Bad value for attribute 'ipv6': %t", network.EnableIPv6)
+		}
+		if len(network.IPAM.Config) != 2 {
+			return fmt.Errorf("Bad value for IPAM configuration count: %d", len(network.IPAM.Config))
+		}
+		if network.IPAM.Config[1].Subnet != "fd00::1/64" {
+			return fmt.Errorf("Bad value for attribute 'subnet': %v", network.IPAM.Config[0].Subnet)
+		}
+		return nil
+	}
+}
+
+const testAccDockerNetworkIPv6Config = `
+resource "docker_network" "foo" {
+  name = "bar"
+  ipv6 = true
+  ipam_config {
+    subnet = "fd00::1/64"
+  }
+}
+`
+
 func TestAccDockerNetwork_labels(t *testing.T) {
 	var n types.NetworkResource
 
@@ -143,8 +259,8 @@ func TestAccDockerNetwork_labels(t *testing.T) {
 			resource.TestStep{
 				Config: testAccDockerNetworkLabelsConfig,
 				Check: resource.ComposeTestCheckFunc(
-					testAccNetwork("docker_network.foobar", &n),
-					testAccNetworkLabel(&n, "com.docker.compose.network", "foobar"),
+					testAccNetwork("docker_network.foo", &n),
+					testAccNetworkLabel(&n, "com.docker.compose.network", "foo"),
 					testAccNetworkLabel(&n, "com.docker.compose.project", "test"),
 				),
 			},
@@ -162,10 +278,10 @@ func testAccNetworkLabel(network *types.NetworkResource, name string, value stri
 }
 
 const testAccDockerNetworkLabelsConfig = `
-resource "docker_network" "foobar" {
-  name = "test_foobar"
+resource "docker_network" "foo" {
+  name = "test_foo"
   labels {
-    "com.docker.compose.network" = "foobar"
+    "com.docker.compose.network" = "foo"
     "com.docker.compose.project" = "test"
   }
 }
diff --git a/website/docs/r/container.html.markdown b/website/docs/r/container.html.markdown
index d5e8c730..314ac3a6 100644
--- a/website/docs/r/container.html.markdown
+++ b/website/docs/r/container.html.markdown
@@ -89,10 +89,11 @@ data is stored in them. See [the docker documentation][linkdoc] for more details
   Defaults to "json-file".
 * `log_opts` - (Optional, map of strings) Key/value pairs to use as options for
   the logging driver.
-* `network_alias` - (Optional, set of strings) Network aliases of the container for user-defined networks only.
+* `network_alias` - (Optional, set of strings) Network aliases of the container for user-defined networks only. *Deprecated:* use `networks_advanced` instead.
 * `network_mode` - (Optional, string) Network mode of the container.
 * `networks` - (Optional, set of strings) Id of the networks in which the
-  container is.
+  container is. *Deprecated:* use `networks_advanced` instead.
+* `networks_advanced` - (Optional, block) See [Networks Advanced](#networks_advanced) below for details.
 * `destroy_grace_seconds` - (Optional, int) If defined will attempt to stop the container before destroying. Container will be destroyed after `n` seconds or on successful stop.
 * `upload` - (Optional, block) See [File Upload](#upload) below for details.
 * `ulimit` - (Optional, block) See [Ulimits](#ulimits) below for
@@ -181,6 +182,18 @@ Each `upload` supports the following
   executable permission.
   Defaults to false.
 
+<a id="networks_advanced"></a>
+### Network advanced
+
+`networks_advanced` is a block within the configuration that can be repeated to specify
+files to upload to the container before starting it.
+Each `networks_advanced` supports the following:
+
+* `name` - (Required, string) A content of a file to upload.
+* `aliases` - (Optional, set of strings) The network aliases of the container in the specific network.
+* `ipv4_address` - (Optional, string) The IPV4 address of the container in the specific network.
+* `ipv6_address` - (Optional, string) The IPV6 address of the container in the specific network.
+
 <a id="devices"></a>
 ### Devices